{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 折线图",
   "id": "d2dc633b6f724d4"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-26T14:11:28.248416Z",
     "start_time": "2025-02-26T14:11:28.245922Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import random\n",
    "from matplotlib import font_manager"
   ],
   "outputs": [],
   "execution_count": 47
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T14:16:17.168880Z",
     "start_time": "2025-02-26T14:16:17.075585Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 25)\n",
    "y = [random.randint(1, 45) for i in\n",
    "     range(24)]  # [random.randint(1, 45) for i in range(24)]意思是生成24个随机数，random.randint(1, 45)表示随机数范围是1到45\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18)\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "x_ticks_laber = [f\"{i}:00\" for i in range(1, 25)]  # x轴刻度标签\n",
    "y_ticks_laber = [f\"{i}°C\" for i in range(min(y), max(y) + 1)]\n",
    "plt.title(\"温度变化\", fontproperties=my_font)\n",
    "plt.grid(True, linestyle='--', alpha=0.5)\n",
    "plt.ylabel(\"温度\", fontproperties=my_font)\n",
    "plt.xlabel(\"时间\", fontproperties=my_font)\n",
    "plt.xticks(x, x_ticks_laber, rotation=45)\n",
    "plt.yticks(range(min(y), max(y) + 1)[::5], y_ticks_laber[::5], rotation=45)\n",
    "plt.plot(x, y, color='red')\n",
    "plt.legend([\"温度\"], prop=my_font, loc=\"upper right\")\n",
    "plt.show()"
   ],
   "id": "3fed73a566512e1c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 54
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 散点图",
   "id": "5bddc0eddccfe175"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T14:18:45.476701Z",
     "start_time": "2025-02-26T14:18:45.415784Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,\n",
    "     15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range(1, 32)\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.scatter(x, y, s=50, c='red', marker='o', alpha=0.5)  # s：散点大小，c：散点颜色，marker：散点形状，alpha：透明度\n",
    "x_ticks_laber = [f\"3月{i}号\" for i in range(1, 32)]\n",
    "y_ticks_laber = [f\"{i}°C\" for i in range(min(y), max(y) + 1)]\n",
    "plt.xticks(x[::3], x_ticks_laber[::3], rotation=45, fontproperties=my_font)\n",
    "plt.yticks(range(min(y), max(y) + 1)[::2], y_ticks_laber[::2], rotation=45, fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "64f0cf8e919881b0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 58
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
